{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch.optim as optim\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "import sys\n",
    "sys.path.append(\"..\")\n",
    "from tools import *\n",
    "sys.path.append(\"../BasicResNet/\")\n",
    "from Resnet import *\n",
    "from FcaNet import *\n",
    "print(torch.cuda.is_available())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda:0\n"
     ]
    }
   ],
   "source": [
    "#一些参数的设置\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "learning_rate=0.05\n",
    "momentum=0.9\n",
    "weight_decay=0.0001\n",
    "batch_size=128\n",
    "epochs=25\n",
    "data_path='./data'\n",
    "model_name='FcaNet18'+'epoch='+str(epochs)\n",
    "print(device)\n",
    "model=fcanet().to(device)\n",
    "criterion=nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(model.parameters(), lr=learning_rate, momentum=momentum, weight_decay=weight_decay)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#数据集的加载\n",
    "trainloader,testloader=get_data_loaders(train_batch_size=batch_size,test_batch_size=batch_size,data_path=data_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:0,train_loss:3.8685,train_acc:10.0460,train_top5_acc:30.8860,test_loss:3.6474,test_acc:13.3700,test_top5_acc:38.7900\n",
      "epoch:1,train_loss:3.2319,train_acc:20.3000,train_top5_acc:49.2920,test_loss:3.0529,test_acc:23.8600,test_top5_acc:54.3800\n",
      "epoch:2,train_loss:2.7293,train_acc:29.6200,train_top5_acc:62.0800,test_loss:2.7274,test_acc:31.3900,test_top5_acc:61.7900\n",
      "epoch:3,train_loss:2.3544,train_acc:37.5420,train_top5_acc:70.5820,test_loss:2.5215,test_acc:35.6400,test_top5_acc:67.9600\n",
      "epoch:4,train_loss:2.0454,train_acc:44.2400,train_top5_acc:77.0760,test_loss:2.2287,test_acc:40.1000,test_top5_acc:73.6000\n",
      "epoch:5,train_loss:1.8153,train_acc:49.3840,train_top5_acc:81.2240,test_loss:1.9910,test_acc:46.6600,test_top5_acc:78.1500\n",
      "epoch:6,train_loss:1.6250,train_acc:54.0860,train_top5_acc:84.5820,test_loss:1.8538,test_acc:50.3200,test_top5_acc:80.7000\n",
      "epoch:7,train_loss:1.4743,train_acc:57.8180,train_top5_acc:86.9520,test_loss:1.7335,test_acc:53.3500,test_top5_acc:82.3300\n",
      "epoch:8,train_loss:1.3480,train_acc:61.2080,train_top5_acc:88.8080,test_loss:1.6687,test_acc:54.6400,test_top5_acc:83.8800\n",
      "epoch:9,train_loss:1.2300,train_acc:64.2280,train_top5_acc:90.6120,test_loss:1.5488,test_acc:57.4100,test_top5_acc:85.9200\n",
      "epoch:10,train_loss:1.1199,train_acc:67.2220,train_top5_acc:91.9040,test_loss:1.5134,test_acc:58.8000,test_top5_acc:86.3300\n",
      "epoch:11,train_loss:1.0154,train_acc:69.7260,train_top5_acc:93.2180,test_loss:1.5918,test_acc:57.1900,test_top5_acc:85.7800\n",
      "epoch:12,train_loss:0.9297,train_acc:72.2340,train_top5_acc:94.1860,test_loss:1.4615,test_acc:60.7200,test_top5_acc:87.2700\n",
      "epoch:13,train_loss:0.8445,train_acc:74.6600,train_top5_acc:95.1080,test_loss:1.4065,test_acc:62.7100,test_top5_acc:88.6100\n",
      "epoch:14,train_loss:0.7670,train_acc:76.7980,train_top5_acc:95.9320,test_loss:1.3996,test_acc:62.9100,test_top5_acc:88.4300\n",
      "epoch:15,train_loss:0.7053,train_acc:78.4460,train_top5_acc:96.6700,test_loss:1.5103,test_acc:61.3500,test_top5_acc:88.1500\n",
      "epoch:16,train_loss:0.6436,train_acc:80.3420,train_top5_acc:97.1880,test_loss:1.4277,test_acc:63.8300,test_top5_acc:89.0300\n",
      "epoch:17,train_loss:0.5731,train_acc:82.1180,train_top5_acc:97.9080,test_loss:1.3725,test_acc:63.9000,test_top5_acc:89.4200\n",
      "epoch:18,train_loss:0.5213,train_acc:83.6380,train_top5_acc:98.2460,test_loss:1.4264,test_acc:63.4300,test_top5_acc:88.7000\n",
      "epoch:19,train_loss:0.4810,train_acc:84.8140,train_top5_acc:98.5280,test_loss:1.4301,test_acc:64.3600,test_top5_acc:89.0900\n",
      "epoch:20,train_loss:0.4246,train_acc:86.6180,train_top5_acc:98.8620,test_loss:1.4304,test_acc:65.7100,test_top5_acc:89.6500\n",
      "epoch:21,train_loss:0.3921,train_acc:87.4640,train_top5_acc:99.1120,test_loss:1.4954,test_acc:63.9400,test_top5_acc:89.1300\n",
      "epoch:22,train_loss:0.3544,train_acc:88.6640,train_top5_acc:99.2260,test_loss:1.7459,test_acc:61.0800,test_top5_acc:86.6500\n",
      "epoch:23,train_loss:0.3181,train_acc:89.8520,train_top5_acc:99.4020,test_loss:1.4558,test_acc:66.3100,test_top5_acc:89.9100\n",
      "epoch:24,train_loss:0.2956,train_acc:90.5460,train_top5_acc:99.5760,test_loss:1.5629,test_acc:65.0600,test_top5_acc:89.2100\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_losses, test_losses = [], []\n",
    "train_accs, test_accs = [], []\n",
    "train_top5_accs, test_top5_accs = [], []\n",
    "for epoch in range(epochs):\n",
    "    train_loss,train_acc,train_top5_acc=train(model,trainloader,criterion,optimizer,device)\n",
    "    test_loss,test_acc,test_top5_acc=test(model,testloader,criterion,device)\n",
    "    print('epoch:{},train_loss:{:.4f},train_acc:{:.4f},train_top5_acc:{:.4f},test_loss:{:.4f},test_acc:{:.4f},test_top5_acc:{:.4f}'.format(epoch,train_loss,train_acc,train_top5_acc,test_loss,test_acc,test_top5_acc))\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    test_losses.append(test_loss)\n",
    "    train_accs.append(train_acc)\n",
    "    test_accs.append(test_acc)\n",
    "    train_top5_accs.append(train_top5_acc)\n",
    "    test_top5_accs.append(test_top5_acc)\n",
    "\n",
    "#画图\n",
    "torch.save(model.state_dict(), model_name+'.pth')\n",
    "plot_training_results(train_losses, train_accs, train_accs, test_losses, test_accs, test_top5_accs)\n",
    "save_log(model_name,train_accs,test_accs,train_losses,test_losses,train_top5_accs,test_top5_accs,output_dir='../train_process')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
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